Commissioned Research
Top 10 Best Learning System Software of 2026

GITNUXSOFTWARE REVIEW

Education Learning

Top 10 Best Learning System Software of 2026

Compare top learning system software options for training teams, with practical notes on features and fit across platforms like Litmos, Kajabi, and TalentLMS.

20 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page. This does not influence our reviews. Editorial policy

Learning system software governs how training content is provisioned, tracked, and reported across employees and external audiences, with admin controls like RBAC, automation rules, and audit logs shaping day-to-day outcomes. This comparison helps operators choose between enterprise LMS platforms and course-first learning businesses by mapping configuration depth, integration and API coverage, and reporting data models to real deployment constraints.

Litmos is the best pick for mid-market teams that need a configured LMS for mixed self-paced and ILT learning because its learning paths tie guided assignments to progress tracking across course and live activities, whereas Kajabi fits teams delivering courses plus memberships from one admin workflow since native marketing-to-enrollment automation links page actions to course access.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

Litmos

Litmos provides learning paths that combine guided assignments with progress tracking across course and ILT activities.

Best for: Fits when mid-market teams need a configured LMS for mixed self-paced and ILT learning.

2

Kajabi

Editor pick

Native marketing-to-enrollment automation connects page actions to course access without custom middleware.

Best for: Fits when training teams need courses and memberships delivered from one admin workflow.

3

TalentLMS

Editor pick

Bulk course and user operations with repeatable assignment cycles for recurring trainings

Best for: Fits when HR and training teams need straightforward course assignments, SCORM tracking, and role-based governance.

Comparison Table

1
LitmosBest overall
enterprise
9.4/10
Overall
2
8.8/10
Overall
3
8.7/10
Overall
4
8.4/10
Overall
5
8.0/10
Overall
6
7.7/10
Overall
7
7.6/10
Overall
8
enterprise
7.1/10
Overall
9
6.9/10
Overall
10
enterprise
6.7/10
Overall
#1

Litmos

enterprise

Learning management software for corporate training, compliance, and sales enablement.

9.4/10
Overall
Features9.4/10
Ease of Use9.3/10
Value9.5/10
Standout feature

Litmos provides learning paths that combine guided assignments with progress tracking across course and ILT activities.

Litmos delivers self-paced courses, instructor-led training tracking, and mobile learning inside one learning management workflow. It supports course content packages and assessment activities for compliance and performance programs.

Admin users can manage enrollments, learning assignments, and reporting for both individuals and groups. Integrations focus on identity and enterprise data sync so training can reflect HR structures and stay measurable.

Pros
  • +Course management plus ILT tracking and attendance in one workflow
  • +Learner and manager dashboards with reportable progress metrics
  • +Enterprise integrations for user sync and learning administration
  • +Built-in mobile learning experience for completed-course consumption
Cons
  • –Automation depth depends on external integrations for advanced workflows
  • –Fine-grained learning experience customization can require admin workarounds
  • –Content interoperability is solid but not as flexible as headless approaches
  • –Assessment analytics are less detailed than specialized assessment engines
Use scenarios
  • HR training administrators

    Assign role-based new-hire onboarding courses

    Standardized, measurable onboarding progress

  • Learning and development managers

    Sequence skill tracks into structured learning

    Visible skills program completion

Show 2 more scenarios
  • Enablement and support teams

    Provide customer training with assessments

    Measurable customer learning participation

    Enablement teams can assign controlled education modules and track participation using built-in reporting.

  • Field workforce training leads

    Deliver mobile training to distributed staff

    Training completion offsite and on-the-go

    Training leads can assign learning to remote employees and review progress through mobile access.

Best for: Fits when mid-market teams need a configured LMS for mixed self-paced and ILT learning.

#2

Kajabi

SMB

Course and learning business software for creators, coaches, and digital education brands.

8.8/10
Overall
Features8.8/10
Ease of Use8.9/10
Value8.7/10
Standout feature

Native marketing-to-enrollment automation connects page actions to course access without custom middleware.

Kajabi combines course publishing, marketing pages, and membership features in one workflow, which reduces handoffs common in LMS-plus-marketing stacks. Course creation includes built-in video hosting, drip schedules, and assessments inside a unified course experience.

Admin tools focus on managing products, instructors, and learner access across courses and community spaces. Automation is available through workflows tied to events such as enrollments and form submissions, with an API surface for custom integrations.

Pros
  • +Unified workflow for courses, memberships, and marketing pages
  • +Drip scheduling and course-based assessments are built into course delivery
  • +Event-driven automations support enrollment and form-triggered actions
  • +API enables custom integrations with learner and content workflows
Cons
  • –Interoperability standards like SCORM and xAPI depend on supported import and export paths
  • –RBAC and instructor governance are less granular than enterprise learning suites
  • –Complex reporting across multi-product learning journeys can require workarounds
  • –Automation logic is harder to scale for high-throughput custom events
Use scenarios
  • Cohort educators and training teams

    Run gated programs with cohort enrollment

    Coordinated cohort learning experience

  • Community-led coaching course businesses

    Host member discussions connected to courses

    Shared program community

Show 2 more scenarios
  • Independent coaching businesses

    Onboard clients from lead capture to delivery

    Faster coaching program rollout

    Use branded enrollment pages and gated resources with automated communications for coaching onboarding.

  • Fitness and nutrition coaches

    Deliver coaching portals with check-ins

    More consistent client engagement

    Centralize workout plans, nutrition guidance, and client check-ins in a branded coaching experience.

Best for: Fits when training teams need courses and memberships delivered from one admin workflow.

#3

TalentLMS

SMB

Online learning management software for employee, customer, and partner training.

8.7/10
Overall
Features8.7/10
Ease of Use8.8/10
Value8.6/10
Standout feature

Bulk course and user operations with repeatable assignment cycles for recurring trainings

TalentLMS focuses on day-to-day LMS administration with a course and user workflow that keeps ILT and self-paced delivery in one place. It supports SCORM package delivery with tracking and basic reporting across completed learning and assignments.

TalentLMS also includes instructor and role management features for training teams that need repeatable enrollment, assignment, and renewal cycles. Automation centers on rules for invitations, bulk actions, and scheduled reports instead of deep custom learning pipelines.

Pros
  • +Course assignment workflow handles ILT and self-paced learning in one configuration
  • +SCORM delivery includes completion and progress tracking for packaged content
  • +Role-based user administration supports instructors, managers, and learners
  • +Bulk enrollment and course management reduce repetitive admin work
Cons
  • –Advanced reporting needs more configuration than basic completion views
  • –Deep custom learning workflows require external tooling and integrations
  • –xAPI style event modeling is limited compared with event-native LRS workflows
  • –External content interoperability beyond SCORM is not a primary strength
Use scenarios
  • Corporate trainers and education teams

    Blend scheduled ILT with self-paced courses

    Common progress and shared records

  • L&D teams and department managers

    Deliver different tracks by role

    Learners follow relevant training tracks

Show 2 more scenarios
  • Partner and customer enablement teams

    Provide managed external learning experiences

    External audiences complete assigned programs

    Create separate learning experiences for partners or customers with managed courses and certification.

  • Training teams with e-learning libraries

    Run SCORM packages inside programs

    Packaged courses record learner results

    Import SCORM content and track learner progress with completion and assignment results.

Best for: Fits when HR and training teams need straightforward course assignments, SCORM tracking, and role-based governance.

#4

Teachable

SMB

Course creation and student learning software for digital education businesses.

8.4/10
Overall
Features8.4/10
Ease of Use8.5/10
Value8.3/10
Standout feature

Hosted course storefront plus built-in creator tooling for publishing, enrolling learners, and managing course access.

Teachable serves creators and small training teams that want to publish self-paced courses with minimal custom development, supported by built-in course creation and storefront hosting. It offers curriculum and cohort-style course delivery, assignment and grading workflows, and learner access management tied to user enrollment.

Pros
  • +Course publishing workflow is built into the authoring and hosting experience
  • +Cohort and enrollment controls fit common self-paced and cohort programs
  • +Assessment collection supports assignments and instructor review paths
  • +Reporting covers enrollment and basic course performance without heavy setup
Cons
  • –Limited native interoperability compared with enterprise LMS products
  • –Automation and workflow controls are thin beyond enrollment, emails, and grades
  • –Role and governance controls lack the depth of larger LMS suites
  • –API and extensibility options require stronger integration effort for complex data flows
Use scenarios
  • Bootcamp organizers and instructors

    Schedule cohort access and learner communications

    Staged access for cohorts

  • Independent course creators

    Sell hosted self-paced course access

    Direct sales to learners

Show 2 more scenarios
  • Professional trainers and HR-adjacent teams

    Award completion credentials after progress

    Completion certificates for learners

    Trainers issue completion credentials when learners meet course progress requirements.

  • Training teams delivering video curricula

    Host video lessons in course catalog

    Centralized video learning catalog

    Teams organize evergreen video training with downloads and guided course access for learners.

Best for: Fits when small training teams need hosted course delivery and instructor-led grading without heavy integrations.

#5

LearnUpon

SMB

Cloud learning management software for employee, customer, and partner training.

8.0/10
Overall
Features8.0/10
Ease of Use8.0/10
Value8.0/10
Standout feature

Prerequisite-driven learning paths tied to completion and assignment logic across self-paced and scheduled sessions.

LearnUpon handles structured training programs with prerequisites, enrollment rules, and assignment controls, which fits organizations that need repeatable learning processes. The LMS workflow includes catalog management, certification-style completion logic, and ILT scheduling for live sessions. Reporting is built around learner and program outcomes, with enough slicing to monitor engagement and completion rates across teams.

Pros
  • +Strong program management with enrollment rules and completion assignment logic
  • +SCORM and xAPI tracking support for consistent learner event reporting
  • +ILT scheduling and session management built into the learning workflow
  • +Admin roles and governance controls support multi-team training operations
Cons
  • –Extensibility options can feel narrower than suites with deeper platform customization
  • –Advanced reporting requires careful configuration of learning objects and metadata
  • –Complex learning taxonomies may need disciplined course and group modeling
  • –Some automation workflows depend on integration setup beyond core LMS features
Use scenarios
  • L&D operations teams

    Manage compliance cohorts and renewals

    Lower operational overhead

  • HR enablement teams

    Onboard by role with live sessions

    Faster onboarding consistency

Show 2 more scenarios
  • IT training admins

    Integrate external learning content events

    Unified learning visibility

    Uses event tracking so external activities feed measurable learning outcomes into reporting.

  • Compliance managers

    Run audit-ready learning records

    Reduced audit friction

    Maintains governed access, role controls, and completion reporting for training evidence trails.

Best for: Fits when mid-size enterprises need governed training workflows with SCORM and event tracking.

#6

Tovuti LMS

SMB

Learning management software for employee training, customer education, and compliance programs.

7.7/10
Overall
Features7.7/10
Ease of Use7.7/10
Value7.7/10
Standout feature

Tovuti LMS learning path building with curriculum sequencing and rule-based program enrollment management.

Tovuti LMS delivers learning and training delivery with course management, assessments, and learner progress tracking in one system. It supports interactive course experiences using built-in content tools and curriculum workflows for onboarding and ongoing training.

Pros
  • +Curriculum workflows map training plans to enrollments and scheduled learning
  • +Built-in assessment tools cover quizzes, grading, and reporting from one place
  • +Learner progress dashboards make completion status and history easy to audit
  • +Automation rules handle reminders and enrollment updates across programs
Cons
  • –Deep LTI and xAPI configuration takes careful setup for mixed content ecosystems
  • –Advanced reporting layouts require more admin work than basic exports
  • –Complex branching learning paths can feel limited compared with visual authoring tools
  • –Role design and permission tuning require governance discipline for large teams
Use scenarios
  • Remote customer education teams

    Deliver browser training across devices

    Learners train anytime, anywhere

  • Training managers running refreshers

    Repeat annual quizzes and assignments

    Less manual refresher tracking

Show 2 more scenarios
  • HR and onboarding administrators

    Assign role-based onboarding learning steps

    Repeatable onboarding with completion visibility

    Onboarding workflows assign required courses and assessments and show completion status for each hire.

  • Blended training coordinators

    Track self-paced and instructor sessions

    Unified learning records for staff

    Organizations combine asynchronous modules with scheduled sessions so one learning record covers both modes.

Best for: Fits when organizations need structured training workflows, assessments, and admin-managed reporting.

#7

Thinkific Plus

SMB

Learning platform software for training businesses, academies, and customer education programs.

7.6/10
Overall
Features7.6/10
Ease of Use7.6/10
Value7.6/10
Standout feature

Admin and automation controls for managing multi-team course delivery with repeatable enrollment workflows.

Thinkific Plus targets organizations that need branded course management plus enterprise governance for multiple teams. It supports course and cohort delivery with instructor tooling, built-in assessments, and automation for enrollment and communication workflows.

Pros
  • +Cohort-based operations with workflow automation for enrollment and reminders
  • +Enterprise admin controls for roles, permissions, and platform-wide configuration
  • +Instructor experience includes grading and course management without added tooling
  • +Extensibility via API supports external systems and custom event flows
Cons
  • –Advanced governance and reporting require careful setup across teams
  • –Integrations often rely on configuration and custom mapping for each system
  • –Built-in analytics feel narrower than enterprise reporting stacks
  • –SCORM and xAPI coverage depends on how content and tracking are implemented
Use scenarios
  • Field training teams

    Deliver mobile learning for on-the-go staff

    More accessible training participation

  • Marketing and learning teams

    Unify landing pages with course enrollment

    Unified enrollment and learning path

Show 2 more scenarios
  • Enterprise L&D teams

    Run role-based employee training programs

    Controlled internal program administration

    Teams administer employee access, scheduled sessions, and training status across internal cohorts.

  • Customer education teams

    Publish guided programs with enrollment control

    Organized customer training delivery

    Teams set up structured customer learning programs with visible progress and managed enrollments.

Best for: Fits when training teams need branded courses, cohort workflows, and governance plus integration via API.

#8

Docebo

enterprise

Enterprise learning platform software for employee development and extended enterprise training.

7.1/10
Overall
Features7.1/10
Ease of Use7.1/10
Value7.1/10
Standout feature

Rule-driven learning orchestration for scheduled cohorts and multi-step learning journeys.

Docebo is built around learning programs and enrollments that can be driven by rules, not only manual assignment. Report and analytics features support training effectiveness views and evidence-style tracking for compliance audiences. Automation features reduce operational load for recurring cohorts by scheduling learning availability and orchestrating multi-step journeys.

Pros
  • +Automation-driven enrollments cut manual cohort management work
  • +SCORM and xAPI support multiple content interoperability patterns
  • +Admin role permissions help separate duties across training teams
  • +API and integrations support connecting HR, identity, and content tools
Cons
  • –Advanced configuration can increase time-to-launch for complex structures
  • –Some specialized workflows depend on external integrations
  • –Highly customized reporting often requires analyst effort
  • –Third-party content packaging and mapping can be demanding
Use scenarios
  • HR operations teams

    Automated onboarding for recurring cohorts

    Reduced onboarding administrative load

  • Partner enablement leaders

    Consistent partner training enrollment

    Higher partner completion consistency

Show 2 more scenarios
  • Compliance training managers

    Audit-ready training activity history

    Faster compliance reporting cycles

    Admin reporting ties assigned learning to completion and time-based expectations.

  • IT systems integration teams

    Integrations via API for provisioning

    Lower manual data reconciliation

    API integrations synchronize user lifecycle and learning status across systems.

Best for: Fits when enterprises need governance, automation, and integrations for internal or partner learning programs.

#9

LearnWorlds

SMB

Online course and learning platform software with assessments, communities, and branded schools.

6.9/10
Overall
Features6.9/10
Ease of Use6.9/10
Value6.9/10
Standout feature

Advanced course authoring and page builder tools that support branded learning experiences without custom front-end builds.

LearnWorlds is a learning system software focused on publishing and running branded course experiences with flexible content workflows. It supports course authoring, assessments, and learner-facing features like certificates, groups, and community-style interactions, while keeping administration centered on enrollments, progress tracking, and reporting.

Pros
  • +Branded course storefronts support multiple page and content layouts
  • +Assessment tools cover quizzes, question banks, and grade handling
  • +Certificates and learner progress reporting are built into the course workflow
  • +Staff permissions support operational separation between course and reporting tasks
Cons
  • –Complex custom workflows can require extra setup across course and automation settings
  • –Advanced interoperability across LMS standards can be uneven by content type
  • –Deep analytics and exports need careful configuration for consistent reporting
  • –External integration mapping can be slower when learning data must align across systems
Use scenarios
  • Instructional designers and trainers

    Build graded learning programs with assessments

    Measurable knowledge checks and completion

  • Mobile training teams

    Publish responsive course pages for phones

    Device-flexible course access

Show 2 more scenarios
  • Corporate blended training teams

    Combine self-paced courses with live sessions

    Connected live and self-paced flow

    Run asynchronous content alongside live session attendance tracking and recordings with assessments.

  • Employee training departments

    Standardize workforce programs with progress tracking

    Completion records across cohorts

    Organize multimedia lessons, learning paths, and assessments for repeatable publishing and reporting.

Best for: Fits when teams need branded self-paced course delivery with staff permission control and reporting.

#10

Moodle

enterprise

Open source learning management software for education and workplace training.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Moodle’s plugin architecture lets add-ons extend activities, grading, reporting, and integrations without replacing the core learning engine.

Moodle’s core is built for structured course delivery with role-based access controls, configurable activities, and a gradebook that ties assessments to learning progress. Assessment workflows include quizzes with question banks, activity completion tracking, and grade aggregation paths that can support competency-oriented reporting. Moodle adds interoperability through standard-based content import and learning activity data exchange that works with external learning records.

Pros
  • +Extensible activity and assessment library via plugins and local customizations
  • +Strong role-based access controls for instructors, managers, and learners
  • +Gradebook and completion tracking support structured progress reporting
  • +Interoperability support through common e-learning standards and integrations
Cons
  • –Admin configuration and plugin management require ongoing governance work
  • –Advanced reporting often depends on extra modules or custom development
  • –Integrations can vary by plugin quality and maintenance cadence
  • –Complex course setups take training for consistent site administration
Use scenarios
  • Corporate learning operations

    Manage role-based training programs

    Consistent audit-ready learning tracking

  • Academic department

    Deliver instructor-led and self-paced courses

    Faster assignment and assessment cycles

Show 2 more scenarios
  • Platform integration team

    Connect LMS to identity and data systems

    Reduced manual roster coordination

    Administrators wire single sign-on and learning data exchange to downstream systems via available integration points.

  • Workforce skills team

    Track progress toward competencies

    Clear skills status by learner

    Programs organize assessments and learning outcomes to drive structured competency reporting from grades.

Best for: Fits when organizations need configurable course workflows, granular roles, and controlled assessment patterns.

Conclusion

After evaluating 10 learning system software, Litmos stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
Litmos

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Learning System Software

How does LearnUpon handle prerequisite-driven learning paths across assignments and scheduled sessions?
LearnUpon can build prerequisite-driven learning paths where completion gates subsequent learning and where assignments can map to both self-paced and instructor-led workflows. This links learning state to assignment logic so administrators can govern what becomes available next.
Which platforms support headless learning delivery or deep extensibility beyond core course workflows?
Moodle supports deep extensibility through a plugin ecosystem and APIs that expand activities, grading, reporting, and integration pathways without replacing the core learning engine. Docebo adds extensibility via an API surface and marketplace integrations that connect HR, identity, and content ecosystems into governed programs.
How should teams plan SSO and access control for multi-role administration?
Moodle integrates with external identity systems and supports role-based controls so staff can be granted granular permissions across courses and assessment workflows. LearnWorlds and Docebo also use role-based access settings, but Docebo centralizes permissions around program configuration and audit-ready activity history.
How does data migration typically work when moving learning records into an existing system?
LearnUpon focuses on standard event tracking so learning administrators can standardize how completion and activity events are recorded when integrating with existing reporting. Moodle’s extensibility and data export workflows are often used to map course and grade data to external systems during migration.
What breaks if SCORM versus xAPI tracking assumptions are inconsistent across course content?
LearnUpon can standardize learning events using SCORM and xAPI-style tracking, but inconsistent tagging in course packages can prevent completion logic from matching administrators’ expectations. Docebo also supports SCORM and xAPI, so mismatched event definitions can distort reporting and compliance views when learning records are aggregated.
When do rule-driven cohort workflows matter more than basic assignment scheduling?
Docebo uses rule-driven learning orchestration for scheduled cohorts and multi-step journeys where enrollment steps depend on program state. LearnUpon can automate assignments across self-paced and instructor-led workflows, but Docebo’s orchestration is designed for multi-stage cohort logic.
Where does TalentLMS fall short for complex learning pipelines compared with higher-governance platforms?
TalentLMS provides bulk operations and scheduled reporting, but its automation is oriented toward invitations, enrollments, and bulk actions rather than custom learning pipelines. Teams needing deeply governed program orchestration and audit-ready activity history often find Docebo or LearnUpon more aligned.
How do APIs differ when the goal is integration with HR structure and operational reporting?
Docebo’s API surface and marketplace integrations connect enterprise systems for onboarding, partner learning, and reporting views tied to learning records. Litmos centers integrations on identity and enterprise data sync so training can reflect HR structures in measurable reports.
What tradeoff appears when course marketing, memberships, and enrollment automation are combined inside one admin workflow?
Kajabi links native marketing page actions and enrollment access in one workflow, which reduces handoffs common in LMS-plus-marketing stacks. The tradeoff is that enterprise HR-aligned learning record orchestration and deeper governance workflows are typically thinner than what platforms like Docebo or LearnUpon support.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Learning System Software

We usually see the real separator in learning system software being configuration control, not the course catalog size. The biggest differences show up in how policies and automation handle updates, reporting, and user access through the learning workflow.

Content update governance and versioning

Why it matters

Content update governance and versioning determine whether changes reach learners consistently without breaking what they already started. It matters when you must revise materials and still preserve a clear audit trail.

How to check

In a demo, change a piece of content and ask what happens to learners who are mid-progress. Then check whether the system records which version each learner saw and when the change was released.

Completion tracking and reporting granularity

Why it matters

Completion tracking and reporting granularity affect how confidently you can show progress and identify where learners get stuck. If reporting is coarse, you will spend time reconciling results outside the system.

How to check

Ask for a reporting view that breaks results by course, cohort, and time window. Run a test learner through a small scenario and confirm you can see completion status changes and the supporting activity details.

Assignment automation and rule triggers

Why it matters

Assignment automation and rule triggers reduce manual admin when enrollments depend on schedules or prerequisites. The difference is whether the tool supports repeatable workflows without custom scripting.

How to check

Request a walkthrough where a rule assigns learners when a condition is met (for example, after completing an activity or at a planned date). Verify which events are trigger inputs and test that the same scenario produces the same assignment output.

Role-based access and admin controls

Why it matters

Role-based access and admin controls determine who can publish, edit, enroll, and view sensitive reports. When these controls are thin, governance becomes a manual process.

How to check

On a demo, create two admin roles with different permissions and try to perform restricted actions like publishing updates or changing enrollments. Confirm the system logs the admin actions you attempted and that the UI blocks what should be blocked.

Learner analytics exports and audit log

Why it matters

Learner analytics exports and audit log help you reconcile outcomes across teams and time. Without clear exports and auditing, you cannot reliably answer “what changed and when” during operations.

How to check

Request an export of completion and activity outcomes for a sample cohort. Then check the audit log entries for key events like enrollment changes, content version release, and assignment status updates.

Red flags

  • Updates change learner progress unpredictably
  • Completion reports don’t show activity-level support
  • Admin roles don’t consistently block restricted actions

Fit by situation

  • If you regularly revise courses mid-cycle, prioritize content update governance and versioning.
  • If stakeholders demand clear progress evidence by cohort and dates, prioritize completion tracking and reporting granularity.
  • If enrollments and reassignments follow rules, prioritize assignment automation and rule triggers.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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